Python笔记-Json转DataFrame（基金主题Json数据）
关于基金主题数据如何获取，在后面的博文中会介绍，这里只介绍下，Json数据转DataFrame方便进行数据分析。
从互联网中得到的json数据如下：
{
"Data":{
"hy":[
{
"IndexCode":"817008",
"BKCode":"BK0429",
"BKName":"交运设备",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":8092.45,
"ZDF":2.01,
"ZS_3":-0.03,
"ZS_5":0.05,
"Cinflow":10036722,
"SYL_W":1.1311,
"SYL_M":2.9988,
"SYL_Q":13.0276,
"SYL_1N":14.898,
"SYL_JN":1.3487,
"Cinflow_W":-837861554,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":6,
"TYPE":"1"
},
{
"IndexCode":"817012",
"BKCode":"BK0438",
"BKName":"食品饮料",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":27258.24,
"ZDF":0.13,
"ZS_3":0.01,
"ZS_5":0.09,
"Cinflow":-726734144,
"SYL_W":-0.4119,
"SYL_M":3.9976,
"SYL_Q":9.4295,
"SYL_1N":7.706,
"SYL_JN":0.881,
"Cinflow_W":-5605143360,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"1"
},
{
"IndexCode":"817017",
"BKCode":"BK0451",
"BKName":"房地产开发",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":14331.09,
"ZDF":0.38,
"ZS_3":0,
"ZS_5":0.09,
"Cinflow":-274966720,
"SYL_W":-1.6409,
"SYL_M":5.4224,
"SYL_Q":9.5946,
"SYL_1N":12.3021,
"SYL_JN":3.6303,
"Cinflow_W":-4255166560,
"LZTS":0,
"LDTS":1,
"JLRTS":0,
"JLCTS":5,
"TYPE":"1"
},
{
"IndexCode":"817018",
"BKCode":"BK0454",
"BKName":"塑料制品",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":12911.51,
"ZDF":1.31,
"ZS_3":-0.04,
"ZS_5":0.06,
"Cinflow":-7067584,
"SYL_W":1.3699,
"SYL_M":1.9829,
"SYL_Q":16.0322,
"SYL_1N":27.5325,
"SYL_JN":1.1767,
"Cinflow_W":-1040491112,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":0,
"TYPE":"1"
},
{
"IndexCode":"817024",
"BKCode":"BK0465",
"BKName":"化学制药",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":32927.64,
"ZDF":1.55,
"ZS_3":0.02,
"ZS_5":0.08,
"Cinflow":-760694784,
"SYL_W":7.0704,
"SYL_M":17.3475,
"SYL_Q":18.64,
"SYL_1N":28.9915,
"SYL_JN":6.5688,
"Cinflow_W":-4419691792,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"1"
},
{
"IndexCode":"817027",
"BKCode":"BK0473",
"BKName":"证券",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":132006.58,
"ZDF":0.19,
"ZS_3":-0.02,
"ZS_5":0,
"Cinflow":-183986320,
"SYL_W":-2.4079,
"SYL_M":-4.6107,
"SYL_Q":-0.7838,
"SYL_1N":-8.7758,
"SYL_JN":-3.9232,
"Cinflow_W":-7451563904,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":10,
"TYPE":"1"
},
{
"IndexCode":"817028",
"BKCode":"BK0474",
"BKName":"保险",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":958.59,
"ZDF":-0.09,
"ZS_3":-0.06,
"ZS_5":-0.01,
"Cinflow":-443230912,
"SYL_W":-3.3894,
"SYL_M":-0.1542,
"SYL_Q":-5.2243,
"SYL_1N":-35.4476,
"SYL_JN":-0.4548,
"Cinflow_W":-2335256848,
"LZTS":0,
"LDTS":3,
"JLRTS":0,
"JLCTS":5,
"TYPE":"1"
},
{
"IndexCode":"817029",
"BKCode":"BK0475",
"BKName":"银行",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":2965.94,
"ZDF":-0.12,
"ZS_3":-0.09,
"ZS_5":-0.01,
"Cinflow":-1109561152,
"SYL_W":-0.7808,
"SYL_M":2.2964,
"SYL_Q":-0.6089,
"SYL_1N":-5.7986,
"SYL_JN":2.6028,
"Cinflow_W":-4642330544,
"LZTS":0,
"LDTS":1,
"JLRTS":0,
"JLCTS":3,
"TYPE":"1"
},
{
"IndexCode":"817032",
"BKCode":"BK0478",
"BKName":"有色金属",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":15178.31,
"ZDF":1.11,
"ZS_3":-0.03,
"ZS_5":0.03,
"Cinflow":-228097760,
"SYL_W":1.3933,
"SYL_M":0.3833,
"SYL_Q":6.2467,
"SYL_1N":65.2716,
"SYL_JN":-0.3308,
"Cinflow_W":-911734160,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"1"
},
{
"IndexCode":"817033",
"BKCode":"BK0479",
"BKName":"钢铁行业",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":7872.06,
"ZDF":0.19,
"ZS_3":-0.05,
"ZS_5":-0.06,
"Cinflow":-141384272,
"SYL_W":-3.358,
"SYL_M":-0.8959,
"SYL_Q":-4.6874,
"SYL_1N":46.5286,
"SYL_JN":0.6113,
"Cinflow_W":-4618616720,
"LZTS":0,
"LDTS":3,
"JLRTS":0,
"JLCTS":5,
"TYPE":"1"
},
{
"IndexCode":"817034",
"BKCode":"BK0480",
"BKName":"航天航空",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":45995.72,
"ZDF":2.05,
"ZS_3":0.02,
"ZS_5":0.03,
"Cinflow":258252144,
"SYL_W":-0.2907,
"SYL_M":-6.0189,
"SYL_Q":3.4599,
"SYL_1N":1.3061,
"SYL_JN":-7.8969,
"Cinflow_W":-2225825424,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"1"
},
{
"IndexCode":"817035",
"BKCode":"BK0481",
"BKName":"汽车零部件",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":29342.34,
"ZDF":2.13,
"ZS_3":0,
"ZS_5":0.05,
"Cinflow":115466768,
"SYL_W":4.7817,
"SYL_M":3.159,
"SYL_Q":25.1052,
"SYL_1N":45.2987,
"SYL_JN":3.2982,
"Cinflow_W":-1714158832,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"1"
},
{
"IndexCode":"817041",
"BKCode":"BK0538",
"BKName":"化学制品",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":26225.3,
"ZDF":1.21,
"ZS_3":0.02,
"ZS_5":0.07,
"Cinflow":-45011328,
"SYL_W":1.1292,
"SYL_M":1.4092,
"SYL_Q":11.9732,
"SYL_1N":65.6494,
"SYL_JN":-0.0518,
"Cinflow_W":-2440956240,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"1"
},
{
"IndexCode":"817047",
"BKCode":"BK0727",
"BKName":"医疗服务",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":1492.88,
"ZDF":-0.13,
"ZS_3":0,
"ZS_5":0.06,
"Cinflow":-584936224,
"SYL_W":1.1053,
"SYL_M":-0.1899,
"SYL_Q":0.4447,
"SYL_1N":6.149,
"SYL_JN":-1.6367,
"Cinflow_W":-2326019360,
"LZTS":1,
"LDTS":0,
"JLRTS":0,
"JLCTS":4,
"TYPE":"1"
},
{
"IndexCode":"817048",
"BKCode":"BK0728",
"BKName":"环保行业",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":478.29,
"ZDF":1.4,
"ZS_3":0.04,
"ZS_5":0.1,
"Cinflow":-57019376,
"SYL_W":-1.0407,
"SYL_M":-0.8335,
"SYL_Q":9.1239,
"SYL_1N":21.7488,
"SYL_JN":-0.0982,
"Cinflow_W":-2741694157,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":6,
"TYPE":"1"
},
{
"IndexCode":"817051",
"BKCode":"BK0731",
"BKName":"化肥行业",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":1354.79,
"ZDF":0.02,
"ZS_3":0.05,
"ZS_5":0.14,
"Cinflow":-250986720,
"SYL_W":-1.1744,
"SYL_M":-3.5579,
"SYL_Q":1.6057,
"SYL_1N":103.6513,
"SYL_JN":-4.0306,
"Cinflow_W":-2703938128,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":3,
"TYPE":"1"
},
{
"IndexCode":"817052",
"BKCode":"BK0732",
"BKName":"贵金属",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":707.83,
"ZDF":-0.93,
"ZS_3":0.03,
"ZS_5":0.09,
"Cinflow":-381444639,
"SYL_W":3.4824,
"SYL_M":0.9974,
"SYL_Q":3.4446,
"SYL_1N":21.1022,
"SYL_JN":4.2091,
"Cinflow_W":567470377,
"LZTS":0,
"LDTS":1,
"JLRTS":0,
"JLCTS":1,
"TYPE":"1"
},
{
"IndexCode":"817057",
"BKCode":"BK0737",
"BKName":"软件开发",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":900.45,
"ZDF":5.97,
"ZS_3":0.02,
"ZS_5":0.09,
"Cinflow":3392579968,
"SYL_W":4.3528,
"SYL_M":6.9418,
"SYL_Q":18.7443,
"SYL_1N":23.125,
"SYL_JN":4.8388,
"Cinflow_W":-834951872,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":8,
"TYPE":"1"
},
{
"IndexCode":"817059",
"BKCode":"BK0739",
"BKName":"工程机械",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":1163,
"ZDF":0.86,
"ZS_3":0.03,
"ZS_5":0.13,
"Cinflow":-331330503,
"SYL_W":-2.7226,
"SYL_M":-2.078,
"SYL_Q":12.661,
"SYL_1N":45.3514,
"SYL_JN":-1.0457,
"Cinflow_W":-2771214055,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":5,
"TYPE":"1"
},
{
"IndexCode":"817061",
"BKCode":"BK0910",
"BKName":"专用设备",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":2150.77,
"ZDF":1.83,
"ZS_3":-0.02,
"ZS_5":0.05,
"Cinflow":-153602416,
"SYL_W":0.2354,
"SYL_M":-1.1463,
"SYL_Q":15.5328,
"SYL_1N":46.5781,
"SYL_JN":-1.4394,
"Cinflow_W":-4210354176,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":0,
"TYPE":"1"
}
],
"gn":[
{
"IndexCode":"861003",
"BKCode":"BK0492",
"BKName":"煤化工",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":9433.9,
"ZDF":0.71,
"ZS_3":0.02,
"ZS_5":0.03,
"Cinflow":-551503728,
"SYL_W":-1.8977,
"SYL_M":-3.6442,
"SYL_Q":2.1137,
"SYL_1N":78.5577,
"SYL_JN":-1.8956,
"Cinflow_W":-6220662064,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":15,
"TYPE":"2"
},
{
"IndexCode":"861004",
"BKCode":"BK0493",
"BKName":"新能源",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":14932.33,
"ZDF":0.81,
"ZS_3":-0.01,
"ZS_5":0.06,
"Cinflow":-321293312,
"SYL_W":-0.7008,
"SYL_M":-7.1519,
"SYL_Q":8.1354,
"SYL_1N":52.7392,
"SYL_JN":-5.2738,
"Cinflow_W":-11600175360,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"2"
},
{
"IndexCode":"861005",
"BKCode":"BK0494",
"BKName":"节能环保",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":11227.52,
"ZDF":1.34,
"ZS_3":0,
"ZS_5":0.07,
"Cinflow":-937347696,
"SYL_W":-0.4023,
"SYL_M":-1.1571,
"SYL_Q":12.0613,
"SYL_1N":37.7781,
"SYL_JN":-0.7812,
"Cinflow_W":-15057446864,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":6,
"TYPE":"2"
},
{
"IndexCode":"861020",
"BKCode":"BK0512",
"BKName":"化工原料",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":23501.26,
"ZDF":0.51,
"ZS_3":0.01,
"ZS_5":0.03,
"Cinflow":-388152624,
"SYL_W":-0.0873,
"SYL_M":-0.5378,
"SYL_Q":8.3658,
"SYL_1N":78.3594,
"SYL_JN":-0.9808,
"Cinflow_W":-4657964064,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":9,
"TYPE":"2"
},
{
"IndexCode":"861024",
"BKCode":"BK0519",
"BKName":"稀缺资源",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":19126.59,
"ZDF":0.5,
"ZS_3":-0.01,
"ZS_5":0.04,
"Cinflow":-1365311696,
"SYL_W":-0.481,
"SYL_M":-3.7265,
"SYL_Q":-4.369,
"SYL_1N":69.7966,
"SYL_JN":-1.4432,
"Cinflow_W":-2775808208,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"2"
},
{
"IndexCode":"861038",
"BKCode":"BK0547",
"BKName":"黄金概念",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":10684.16,
"ZDF":-0.15,
"ZS_3":0,
"ZS_5":0.05,
"Cinflow":-794818960,
"SYL_W":0.9852,
"SYL_M":1.4849,
"SYL_Q":3.607,
"SYL_1N":33.3934,
"SYL_JN":1.6469,
"Cinflow_W":-945428928,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"2"
},
{
"IndexCode":"861039",
"BKCode":"BK0548",
"BKName":"生物疫苗",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":34306.14,
"ZDF":0.21,
"ZS_3":-0.02,
"ZS_5":0.02,
"Cinflow":-800267040,
"SYL_W":0.6353,
"SYL_M":6.6615,
"SYL_Q":8.2472,
"SYL_1N":12.6106,
"SYL_JN":2.189,
"Cinflow_W":-3123317744,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"2"
},
{
"IndexCode":"861043",
"BKCode":"BK0552",
"BKName":"机构重仓",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":13188.77,
"ZDF":1.27,
"ZS_3":-0.01,
"ZS_5":0.06,
"Cinflow":-3216249856,
"SYL_W":0.9803,
"SYL_M":1.2856,
"SYL_Q":9.8477,
"SYL_1N":27.5185,
"SYL_JN":0.5734,
"Cinflow_W":-34866246400,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":9,
"TYPE":"2"
},
{
"IndexCode":"861045",
"BKCode":"BK0554",
"BKName":"物联网",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":11443.53,
"ZDF":3.9,
"ZS_3":0,
"ZS_5":0.06,
"Cinflow":4620670208,
"SYL_W":3.3426,
"SYL_M":2.5773,
"SYL_Q":14.7898,
"SYL_1N":29.1593,
"SYL_JN":1.9952,
"Cinflow_W":-6935571456,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":6,
"TYPE":"2"
},
{
"IndexCode":"861047",
"BKCode":"BK0561",
"BKName":"基本金属",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":22648.85,
"ZDF":0.6,
"ZS_3":-0.05,
"ZS_5":0,
"Cinflow":-513593088,
"SYL_W":0.8934,
"SYL_M":-0.1071,
"SYL_Q":1.8285,
"SYL_1N":50.0872,
"SYL_JN":0.3528,
"Cinflow_W":8167792,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
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"TYPE":"2"
},
{
"IndexCode":"861054",
"BKCode":"BK0571",
"BKName":"预盈预增",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":4339.22,
"ZDF":1.23,
"ZS_3":-0.01,
"ZS_5":0.04,
"Cinflow":-4021110784,
"SYL_W":1.3533,
"SYL_M":0.3028,
"SYL_Q":8.2937,
"SYL_1N":35.0255,
"SYL_JN":-0.139,
"Cinflow_W":-24507734016,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"2"
},
{
"IndexCode":"861057",
"BKCode":"BK0574",
"BKName":"锂电池",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":3587.97,
"ZDF":1.55,
"ZS_3":-0.02,
"ZS_5":0.03,
"Cinflow":449393152,
"SYL_W":1.187,
"SYL_M":-5.2301,
"SYL_Q":6.3783,
"SYL_1N":76.1235,
"SYL_JN":-3.7794,
"Cinflow_W":-5223724288,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"2"
},
{
"IndexCode":"861068",
"BKCode":"BK0588",
"BKName":"太阳能",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":3197.94,
"ZDF":1.09,
"ZS_3":0,
"ZS_5":0.06,
"Cinflow":838799616,
"SYL_W":-0.3918,
"SYL_M":-7.5015,
"SYL_Q":8.1039,
"SYL_1N":57.859,
"SYL_JN":-5.785,
"Cinflow_W":-15296360704,
"LZTS":0,
"LDTS":2,
"JLRTS":0,
"JLCTS":2,
"TYPE":"2"
},
{
"IndexCode":"861072",
"BKCode":"BK0592",
"BKName":"铁路基建",
"TradeDate":"/Date(1642348800000-0000)/",
"NewPrice":2038.67,
"ZDF":1.95,
"ZS_3":-0.01,
"ZS_5":0.04,
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"SYL_W":1.0886,
"SYL_M":-7.1514,
"SYL_Q":7.046,
"SYL_1N":null,
"SYL_JN":-5.5501,
"Cinflow_W":-751877728,
"LZTS":1,
"LDTS":0,
"JLRTS":1,
"JLCTS":0,
"TYPE":"2"
}
]
},
"ErrCode":0,
"ErrMsg":null,
"TotalCount":0,
"Expansion":null,
"PageSize":0,
"PageIndex":0
}其中比较关键的数据：
①hy为行业，gn为概念，都代表基金的主题；
②TradeData为日期，这里面的数据是2022-01-17到一年前的，某交易所统计的数据；
③SYL_XX：这个SYL为收益率。
SYL_W：近一周收益率；
SYL_M：近一月收益率；
SYL_Q：近三月收益率；
SYL_1N：近一年收益率；
Python代码如下：
# -*- coding: utf-8 -*-
import pandas as pd
import json
if __name__ == '__main__':
dataStr = open('fund_index.json').read()
dataObject = json.loads(s=dataStr)
hyData = json.dumps(dataObject["Data"]["hy"])
gnData = json.dumps(dataObject["Data"]["gn"])
hyDf = pd.read_json(hyData)
gnDf = pd.read_json(gnData)
hyDf = hyDf.set_index("IndexCode")
gnDf = gnDf.set_index("IndexCode")
# 合并数据
df = hyDf.combine_first(gnDf)
print(df)
pass运行截图如下：
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